| Number of Variables | 27 |
|---|---|
| Number of Rows | 3000 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 3.4 MB |
| Average Row Size in Memory | 1.2 KB |
| Variable Types |
|
| NumOpioidPrescriptions and NumHealthcareVisits have similar distributions | Similar Distribution |
|---|---|
| DurationOfPrescriptions and Duration have similar distributions | Similar Distribution |
| PrescriptionDate has a high cardinality: 1355 distinct values | High Cardinality |
| TimeofAppointment has a high cardinality: 2945 distinct values | High Cardinality |
| TimeSeenbyPhysician has a high cardinality: 2935 distinct values | High Cardinality |
| ZipCode has constant length 5 | Constant Length |
| NumHospitalizations has constant length 1 | Constant Length |
| PrescriptionDate has constant length 10 | Constant Length |
| Refills has constant length 1 | Constant Length |
| TimeofAppointment has constant length 8 | Constant Length |
| TimeSeenbyPhysician has constant length 8 | Constant Length |
|---|---|
| NumHealthcareVisits has 164 (5.47%) zeros | Zeros |
numerical
| Approximate Distinct Count | 3000 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 48000 |
| Mean | 4.9031e+12 |
| Minimum | 127765011 |
| Maximum | 9995945604714 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 127765011 |
|---|---|
| 5-th Percentile | 5.2104e+11 |
| Q1 | 2.4519e+12 |
| Median | 4.8298e+12 |
| Q3 | 7.3471e+12 |
| 95-th Percentile | 9.4439e+12 |
| Maximum | 9995945604714 |
| Range | 9995817839703 |
| IQR | 4.8951e+12 |
| Mean | 4.9031e+12 |
|---|---|
| Standard Deviation | 2.8598e+12 |
| Variance | 8.1782e+24 |
| Sum | 1.4709e+16 |
| Skewness | 0.04815 |
| Kurtosis | -1.1847 |
| Coefficient of Variation | 0.5833 |
numerical
| Approximate Distinct Count | 62 |
|---|---|
| Approximate Unique (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 48000 |
| Mean | 48.2457 |
| Minimum | 18 |
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 18 |
|---|---|
| 5-th Percentile | 21 |
| Q1 | 33 |
| Median | 48 |
| Q3 | 64 |
| 95-th Percentile | 77 |
| Maximum | 79 |
| Range | 61 |
| IQR | 31 |
| Mean | 48.2457 |
|---|---|
| Standard Deviation | 17.867 |
| Variance | 319.2311 |
| Sum | 144737 |
| Skewness | 0.03098 |
| Kurtosis | -1.1938 |
| Coefficient of Variation | 0.3703 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 209912 |
| Mean | 4.9707 |
|---|---|
| Standard Deviation | 0.9997 |
| Median | 4 |
| Minimum | 4 |
| Maximum | 6 |
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Male |
| 5th row | Male |
| Count | 14912 |
|---|---|
| Lowercase Letter | 11912 |
| Space Separator | 0 |
| Uppercase Letter | 3000 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 211836 |
| Mean | 5.612 |
|---|---|
| Standard Deviation | 1.2091 |
| Median | 5 |
| Minimum | 5 |
| Maximum | 8 |
| 1st row | Other |
|---|---|
| 2nd row | Asian |
| 3rd row | White |
| 4th row | White |
| 5th row | White |
| Count | 16836 |
|---|---|
| Lowercase Letter | 13836 |
| Space Separator | 0 |
| Uppercase Letter | 3000 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 210000 |
| Mean | 5 |
|---|---|
| Standard Deviation | 0 |
| Median | 5 |
| Minimum | 5 |
| Maximum | 5 |
| 1st row | 73301 |
|---|---|
| 2nd row | 60601 |
| 3rd row | 90210 |
| 4th row | 10001 |
| 5th row | 10001 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 15000 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 234429 |
| Mean | 13.143 |
|---|---|
| Standard Deviation | 3.2147 |
| Median | 12 |
| Minimum | 9 |
| Maximum | 17 |
| 1st row | Fibromyalgia |
|---|---|
| 2nd row | Cancer Pain |
| 3rd row | Fibromyalgia |
| 4th row | Fibromyalgia |
| 5th row | Post-Surgery Pain |
| Count | 36486 |
|---|---|
| Lowercase Letter | 30543 |
| Space Separator | 2360 |
| Uppercase Letter | 5943 |
| Dash Punctuation | 583 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 19 |
|---|---|
| Approximate Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 48000 |
| Mean | 10.0257 |
| Minimum | 1 |
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 2 |
| Q1 | 5 |
| Median | 10 |
| Q3 | 15 |
| 95-th Percentile | 18 |
| Maximum | 19 |
| Range | 18 |
| IQR | 10 |
| Mean | 10.0257 |
|---|---|
| Standard Deviation | 5.3812 |
| Variance | 28.9573 |
| Sum | 30077 |
| Skewness | 0.01164 |
| Kurtosis | -1.1767 |
| Coefficient of Variation | 0.5367 |
numerical
| Approximate Distinct Count | 95 |
|---|---|
| Approximate Unique (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 48000 |
| Mean | 52.089 |
| Minimum | 5 |
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 5 |
|---|---|
| 5-th Percentile | 10 |
| Q1 | 29 |
| Median | 52 |
| Q3 | 76 |
| 95-th Percentile | 95 |
| Maximum | 99 |
| Range | 94 |
| IQR | 47 |
| Mean | 52.089 |
|---|---|
| Standard Deviation | 27.3922 |
| Variance | 750.3319 |
| Sum | 156267 |
| Skewness | 0.03441 |
| Kurtosis | -1.2205 |
| Coefficient of Variation | 0.5259 |
numerical
| Approximate Distinct Count | 29 |
|---|---|
| Approximate Unique (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 48000 |
| Mean | 14.974 |
| Minimum | 1 |
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 2 |
| Q1 | 8 |
| Median | 15 |
| Q3 | 22 |
| 95-th Percentile | 28 |
| Maximum | 29 |
| Range | 28 |
| IQR | 14 |
| Mean | 14.974 |
|---|---|
| Standard Deviation | 8.3232 |
| Variance | 69.2757 |
| Sum | 44922 |
| Skewness | 0.00955 |
| Kurtosis | -1.1683 |
| Coefficient of Variation | 0.5558 |
numerical
| Approximate Distinct Count | 20 |
|---|---|
| Approximate Unique (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 48000 |
| Mean | 9.5823 |
| Minimum | 0 |
| Maximum | 19 |
| Zeros | 164 |
| Zeros (%) | 5.5% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 4 |
| Median | 10 |
| Q3 | 15 |
| 95-th Percentile | 19 |
| Maximum | 19 |
| Range | 19 |
| IQR | 11 |
| Mean | 9.5823 |
|---|---|
| Standard Deviation | 5.769 |
| Variance | 33.2816 |
| Sum | 28747 |
| Skewness | -0.0298 |
| Kurtosis | -1.1987 |
| Coefficient of Variation | 0.602 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 198000 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 3 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 3000 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 201589 |
| Mean | 2.1963 |
|---|---|
| Standard Deviation | 0.3973 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | Yes |
| 3rd row | No |
| 4th row | No |
| 5th row | Yes |
| Count | 6589 |
|---|---|
| Lowercase Letter | 3589 |
| Space Separator | 0 |
| Uppercase Letter | 3000 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 1355 |
|---|---|
| Approximate Unique (%) | 45.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 225000 |
| Mean | 10 |
|---|---|
| Standard Deviation | 0 |
| Median | 10 |
| Minimum | 10 |
| Maximum | 10 |
| 1st row | 2023-12-06 |
|---|---|
| 2nd row | 2022-02-21 |
| 3rd row | 2023-05-01 |
| 4th row | 2020-03-04 |
| 5th row | 2020-09-19 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 6000 |
| Decimal Number | 24000 |
categorical
| Approximate Distinct Count | 12 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 224070 |
| Mean | 9.69 |
|---|---|
| Standard Deviation | 1.8467 |
| Median | 9 |
| Minimum | 7 |
| Maximum | 13 |
| 1st row | Hydrocodone |
|---|---|
| 2nd row | Hydromorphone |
| 3rd row | Hydrocodone |
| 4th row | Oxymorphone |
| 5th row | Tramadol |
| Count | 29070 |
|---|---|
| Lowercase Letter | 26070 |
| Space Separator | 0 |
| Uppercase Letter | 3000 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 12 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 216140 |
| Mean | 7.0467 |
|---|---|
| Standard Deviation | 3.1444 |
| Median | 5 |
| Minimum | 4 |
| Maximum | 13 |
| 1st row | 10 mg |
|---|---|
| 2nd row | 100 mcg/hour |
| 3rd row | 20 mg |
| 4th row | 10 mg |
| 5th row | 80 mg |
| Count | 10560 |
|---|---|
| Lowercase Letter | 10560 |
| Space Separator | 3000 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 6219 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 233916 |
| Mean | 12.972 |
|---|---|
| Standard Deviation | 1.8704 |
| Median | 13 |
| Minimum | 10 |
| Maximum | 15 |
| 1st row | every 8 hours |
|---|---|
| 2nd row | every 8 hours |
| 3rd row | every 4-6 hours |
| 4th row | every 12 hours |
| 5th row | every 4-6 hours |
| Count | 29239 |
|---|---|
| Lowercase Letter | 29239 |
| Space Separator | 5239 |
| Uppercase Letter | 0 |
| Dash Punctuation | 723 |
| Decimal Number | 3715 |
numerical
| Approximate Distinct Count | 29 |
|---|---|
| Approximate Unique (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 48000 |
| Mean | 15.041 |
| Minimum | 1 |
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 2 |
| Q1 | 8 |
| Median | 15 |
| Q3 | 22 |
| 95-th Percentile | 28 |
| Maximum | 29 |
| Range | 28 |
| IQR | 14 |
| Mean | 15.041 |
|---|---|
| Standard Deviation | 8.3515 |
| Variance | 69.7479 |
| Sum | 45123 |
| Skewness | -0.003272 |
| Kurtosis | -1.2053 |
| Coefficient of Variation | 0.5553 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 198000 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 2 |
| 4th row | 0 |
| 5th row | 2 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 3000 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 218115 |
| Mean | 7.705 |
|---|---|
| Standard Deviation | 1.2379 |
| Median | 8 |
| Minimum | 6 |
| Maximum | 9 |
| 1st row | Opioid |
|---|---|
| 2nd row | Narcotic |
| 3rd row | Analgesic |
| 4th row | Analgesic |
| 5th row | Analgesic |
| Count | 23115 |
|---|---|
| Lowercase Letter | 20115 |
| Space Separator | 0 |
| Uppercase Letter | 3000 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 209972 |
| Mean | 4.9907 |
|---|---|
| Standard Deviation | 2.1532 |
| Median | 4 |
| Minimum | 3 |
| Maximum | 8 |
| 1st row | Moderate |
|---|---|
| 2nd row | Low |
| 3rd row | Moderate |
| 4th row | Low |
| 5th row | High |
| Count | 14972 |
|---|---|
| Lowercase Letter | 11972 |
| Space Separator | 0 |
| Uppercase Letter | 3000 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 11 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 350947 |
| Mean | 51.9823 |
|---|---|
| Standard Deviation | 8.7039 |
| Median | 54 |
| Minimum | 39 |
| Maximum | 66 |
| 1st row | Post-operative pai... |
|---|---|
| 2nd row | Prescribed Oxymorp... |
| 3rd row | Patient reports ef... |
| 4th row | Using Tramadol for... |
| 5th row | Patient reports ef... |
| Count | 133900 |
|---|---|
| Lowercase Letter | 128164 |
| Space Separator | 16854 |
| Uppercase Letter | 5736 |
| Dash Punctuation | 561 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 229593 |
| Mean | 11.531 |
|---|---|
| Standard Deviation | 2.5034 |
| Median | 12 |
| Minimum | 8 |
| Maximum | 15 |
| 1st row | Orthopedics |
|---|---|
| 2nd row | Pain Management |
| 3rd row | Oncology |
| 4th row | Orthopedics |
| 5th row | Oncology |
| Count | 33078 |
|---|---|
| Lowercase Letter | 28563 |
| Space Separator | 1515 |
| Uppercase Letter | 4515 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 231707 |
| Mean | 12.2357 |
|---|---|
| Standard Deviation | 2.8176 |
| Median | 12 |
| Minimum | 9 |
| Maximum | 16 |
| 1st row | Routine Check-up |
|---|---|
| 2nd row | Consultation |
| 3rd row | Routine Check-up |
| 4th row | Consultation |
| 5th row | Follow-up |
| Count | 33836 |
|---|---|
| Lowercase Letter | 29904 |
| Space Separator | 932 |
| Uppercase Letter | 3932 |
| Dash Punctuation | 1939 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 222128 |
| Mean | 9.0427 |
|---|---|
| Standard Deviation | 1.9999 |
| Median | 11 |
| Minimum | 7 |
| Maximum | 11 |
| 1st row | Specialized |
|---|---|
| 2nd row | General |
| 3rd row | Specialized |
| 4th row | Specialized |
| 5th row | General |
| Count | 27128 |
|---|---|
| Lowercase Letter | 24128 |
| Space Separator | 0 |
| Uppercase Letter | 3000 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2945 |
|---|---|
| Approximate Unique (%) | 98.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 219000 |
| Mean | 8 |
|---|---|
| Standard Deviation | 0 |
| Median | 8 |
| Minimum | 8 |
| Maximum | 8 |
| 1st row | 13:39:02 |
|---|---|
| 2nd row | 19:44:46 |
| 3rd row | 18:05:34 |
| 4th row | 15:16:11 |
| 5th row | 22:17:05 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 18000 |
categorical
| Approximate Distinct Count | 2935 |
|---|---|
| Approximate Unique (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 219000 |
| Mean | 8 |
|---|---|
| Standard Deviation | 0 |
| Median | 8 |
| Minimum | 8 |
| Maximum | 8 |
| 1st row | 16:33:59 |
|---|---|
| 2nd row | 17:33:37 |
| 3rd row | 04:39:28 |
| 4th row | 15:52:51 |
| 5th row | 02:17:33 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 18000 |
numerical
| Approximate Distinct Count | 50 |
|---|---|
| Approximate Unique (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 48000 |
| Mean | 35.008 |
| Minimum | 10 |
| Maximum | 59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 10 |
|---|---|
| 5-th Percentile | 12 |
| Q1 | 23 |
| Median | 35 |
| Q3 | 47 |
| 95-th Percentile | 57 |
| Maximum | 59 |
| Range | 49 |
| IQR | 24 |
| Mean | 35.008 |
|---|---|
| Standard Deviation | 14.2716 |
| Variance | 203.6792 |
| Sum | 105024 |
| Skewness | -0.03688 |
| Kurtosis | -1.1781 |
| Coefficient of Variation | 0.4077 |